Censored regression models with double exponential error distributionsan iterative estimation procedure based on medians for correcting bias

  1. Anido Hermida, Carmen
  2. Valdés Sánchez, Teófilo
Zeitschrift:
Revista matemática complutense

ISSN: 1139-1138 1988-2807

Datum der Publikation: 2000

Ausgabe: 13

Nummer: 1

Seiten: 137-162

Art: Artikel

DOI: 10.5209/REV_REMA.2000.V13.N1.17094 DIALNET GOOGLE SCHOLAR lock_openOpen Access editor

Andere Publikationen in: Revista matemática complutense

Zusammenfassung

In this paper, we consider a simple iterative estimation procedure for censored regression models with symmetrical exponential error distributions. Although each step requires to impute the censored data with conditional medians, its tractability is guaranteed as well as its convergence at geometrical rate. Finally, as the final estimate coincides with a Huber M-estimator, its consistency and asymptotic normality are easily proved.